基本信息
邮箱：704778540@qq.com
教育与研究经历
2012.09-2016.06：华中科技大学 材料成型及控制工程 工学学士
2016.09-2022.06：华中科技大学 材料加工工程 博士学位
研究方向
注塑成形智能工艺
代表性成果
[1]Fei Guo, Jiahuan Liu, Maoyuan Li, Tianlun Huang, Yun Zhang, Dequn Li, and Huamin Zhou. A Concise TSK Fuzzy Ensemble Classifier Integrating Dropout and Bagging for High-dimensional Problems. IEEE Transactions on Fuzzy Systems (2021), online, DOI: 10.1109/TFUZZ.2021.3106330. (SCI源刊； IF：12.029；署名单位：华中科技大学)
[2]Fei Guo, Xiaowei Zhou, Jiahuan Liu, Yun Zhang, Dequn Li, and Huamin Zhou. A reinforcement learning decision model for online process parameters optimization from offline data in injection molding. Applied Soft Computing, 2019, 85: 105828.( SCI源刊； IF：6.725；署名单位：华中科技大学)
[3]Fei Guo, Jiahuan Liu, Xiaowei Zhou, Hui Wang, Yun Zhang, Dequn Li, and Huamin Zhou. An effective retrieval method for 3D models in plastic injection molding for process reuse. Applied Soft Computing, 2020, 101: 107034. (SCI源刊； IF：6.725；署名单位：华中科技大学)
[4]郭飞,汪汝健,张云,周华民,李德群. 塑料注射成形工艺参数优化的模糊规则网络模型.机械工程学报.
[5]李阳,郭飞,李茂源,张云,李德群. 塑料注射成形智能技术及其应用. 中国机械工程, 2020, 31(22):2734-2744.
[6]Liu Jiahuan, Fei Guo, Huang Gao, Zhigao Huang, Yun Zhang, and Huamin Zhou. Image classification method on class imbalance datasets using multi-scale CNN and two-stage transfer learning. Neural Computing and Applications, 2021, 33(21): 14179-14197.
[7]Liu Jiahuan, Fei Guo, Huang Gao, Maoyuan Li, Yun Zhang, and Huamin Zhou. Defect detection of injection molding products on small datasets using transfer learning. Journal of Manufacturing Processes, 2021, 70: 400-413.
[8]Liu Jiahuan, Fei Guo, Yun Zhang, Binkui Hou, and Huamin Zhou. Defect classification on limited labeled samples with multiscale feature fusion and semi-supervised learning. Applied Intelligence, 2021, 24: 1-16.
[9]Liu Xiang, Fei Guo, Yun Zhang, Junjie Liang, Dequn Li, and Huamin Zhou. An efficient coupled pressure–velocity solver for three-dimensional injection molding simulation using Schur complement preconditioned FGMRES. Engineering Computations, 2019, 36(4): 1101-1120.
[10]胡诗尧,周华民,郭飞,刘家欢. 基于迁移学习的塑件外观缺陷柔性检测方法. 模具工业, 2019, 45(06):1-8.
[11]李华伟,李阳,郭飞,张云,周华民,李德群. 注射模精密成型过程一致性在线监控方法研究. 模具工业, 2020, 46(05):8-13.
[12]张云,郭飞,徐斌,周华民,高煌,黄志高,王云明,李德群.一种基于流动特征获取注塑制品类型的方法. 中国, ZL 201711144580.1 [P]. 2017
[13]张云,郭飞,周华民,黄志高,李德群.动态优化加工过程中物流调度及路径规划的强化学习方法. 中国, ZL 201910651729.8 [P]. 2019
荣誉奖励
暂无
